TMA Competencies | AI/ML & Data science solutions

Services

We offer end-to-end AI/ ML services from ideation and prototyping to full-scale implementation and strategic planning, enabling businesses to apply AI for competitive advantage and innovation.

Develop AI Features/ Products

Setup AI Development Center

Provide AI Solutions

AI as a Service (AIaaS)

Technologies

With 10 years of experience, our team is familiar with a wide range of AI technologies and platforms, including Generative AI , Agentic AI, Smart Camera, Edge AI, Large Language Model (LLM), Computer Vision, Optical Character Recognition (OCR) technologies, etc.

Machine Learning (ML)

Supervised ML: Linear Regression, SVM, Decision Tree, Gradient Boosted, LDA, UMAP…
Unsupervised ML: PCA, t-SNE, UMAP, KNN, K-means clustering, Hierarchical clustering …
Reinforcement Learning: Markov decision process, Q-Learning and Deep Q-Networks.
Predictive Analysis: ARIMA, SARIMA, Prophet, LSTMs, Transformer-based forecasting.
Recommendation System: Collaborative Filtering, Content-based, Hybrid, Graph analysis.

Edge AI

Edge AI devices: Raspberry Pi, Jetson Nano, Intel NCS, MCU
Edge AI framework: TensorRT, OpenVINO, ONNX, TensorFlow Lite, PyTorch Mobile, CoreML, ML Kit
NVIDIA Frameworks: Metropolis, DeepStream SDK, TAO Toolkit
Qualcomm Frameworks: Neural Processing SDK

Computer Vision (CV)

Object Detection: YOLO v8, Faster R-CNN, SSD, DETR, SORT, DeepSORT, ByteTrack
Pose Estimation: OpenPose, MediaPipe, DeepPose
Facial Recognition: FaceNet, ArcFace, Dlib
Optical Character Recognition (OCR): Tesseract, EasyOCR, PaddleOCR
Video Streaming & Analytics: NVIDIA DeepStream SDK, GStreamer + OpenCV, FFmpeg, WebRTC
Audio & Signal Processing: Mel-Spectrograms, Sound waves processing, Fourier Transform, Dynamic Time Warping, HuBert…

Generative AI | LLMs | NLP

AI Agent, Agentic AI, RAG-based LLM: Langchain (LangGraph), LlamaIndex (LlamaIndex Workflow), Langfuse, CrewAI, Prompt flow, Voiceflow
NLP: SpaCy, NLTK, TextBlo, RegEx

RPA & Deployment

RPA Platforms & Frameworks: UiPath, Automation Anywhere, Blue Prism, Microsoft Power Automate, T-Bot (TMA RPA Framework)
Monitoring & Observability: Prometheus, Grafana, Sentry
Deployment Tools: Docker, Kubernetes (AKS, EKS, ACA, GKE)

Cloud AI & Services

LLM: Azure OpenAI Studio, OpenAI API, Bedrock (AWS), Vertex AI (Google Cloud)
Video & AI Avatar: Azure Avatar, Synthesia, Elai, Heygen, D-ID.
Machine Learning: AWS SageMaker, Azure ML Studio

Solutions

After 10 years of intensive investment in R&D, our AI Center has developed different solutions in various domains.

Generative AI
Agentic AI
Smart Camera
Robotic Process Automation
Optical Character Recognition (OCR)

Generative AI

Local LLM Solutions

Enterprise Knowledge-based

Call Center Assistant

Course Builder

Human AI Presenter

Training Virtual Assistant

Customer Service Chatbot

Automated Financial Report

Vision Language Model

Generative AI

Local LLM Solutions

Enterprise Knowledge-based

Call Center Assistant

Course Builder

Human AI Presenter

Training Virtual Assistant

Customer Service Chatbot

Automated Financial Report

Vision Language Model

Agentic AI

Data Solution

Data Security Solution

RAG-Based Solutions

LLM Quality Control Solution

Local LLM Solution

Security & Safety

Access control
Vehicle detection
License plate recognition
Parking lot detection
Aggression/ crowd/ weapon detection
Children/ pet detection
Intrusion detection

Manufacturing

Defect detection
Product sorting/counting
Packaging information extraction
Equipment/ machinery data extraction
Personal protective equipment (PPE) detection
Warehouse access control

Healthtech

Fall detection
Patient taking medication activities detection
Tooth recognition & scoring
Medical documents extraction

Retails

Smart locker
People counting

Agriculture

Pest detection
Pig abnormal behaviors detection
Tree diseases detection

Smart Building

Resident/ guest access control
Security & safety camera
Locker for residential buildings

Robotic Process Automation

Logistics

Account Creation Make Easy
COD Automation
Invoices Data Process
Logistics Shipment Tracing
Custom Clearance Declaration Process

Finance

E-invoices Collector Solution
Automatic Debt Reminder
Finance Report Mismatches Detection
Bank & Tax Statement OCR
Claim Payment Process

E-commerce

Brand Labeling & Recognition
Product Description Generator
Certificate of Conformity Data Input
Inventory Alert
Vendor Application Process

Human Resource

Document Parser
Automatic Resume Input
Job vs Candidate Matching
Onboarding Process
Training Report Automation

OCR

Identity Documents

ID Card
Passport
Driving License

Healthcare

Medical Device
Inbody Result
Prescription

Manufacturing

Invoice
Analog Devices
License Plate

Finance, Banking & Insurance

Invoice
Bank & Tax Statement
Insurance Claim Payment

Recruitment & Education

Resume/ CV
Transcript
Graduation Certificate

Industries

Our AI solutions can be applied in many industries, including Manufacturing, Healthcare, Smart Building, Retail, Finance, Banking & Insurance, and Education & Recruitment.